Package: CKNNRLD
Title: Clustering-Based K-Nearest Neighbor Regression for Longitudinal
        Data
Version: 0.1.2
Authors@R: c(
    person(given = "Mohammad Sadegh", family = "Loeloe", email = "mslbiostat@gmail.com", role = c("aut", "cre")),
    person(given = "Seyyed Mohammad", family = "Tabatabaei", role = "aut"),
    person(given = "Reyhane", family = "Sefidkar", role = "aut"),
    person(given = "Amir Houshang", family = "Mehrparvar", role = "aut"),
    person(given = "Sara", family = "Jambarsang", role = c("aut", "ths"))
  )
Description: Implements the 'CKNNRLD' algorithm (Clustering-Based K-Nearest
    Neighbor Regression for Longitudinal Data) for improving K-Nearest
    Neighbor ('KNN') regression on longitudinal data through cluster-based
    partitioning and localized prediction. Offers enhanced computational
    efficiency and accuracy for high-volume longitudinal datasets. The
    clustering is performed using the 'latrend' package, which provides a
    unified interface for various longitudinal clustering methods including
    'KML' (K-Means for Longitudinal data). The acronym 'KNN' stands for
    K-Nearest Neighbor. The acronym 'KML' stands for K-Means for
    Longitudinal data. References: Loeloe MS, Tabatabaei SM, Sefidkar R,
    Mehrparvar AH, Jambarsang S (2025). "Boosting K-nearest neighbor
    regression performance for longitudinal data through a novel learning
    approach." BMC Bioinformatics, 26, 232. <doi:10.1186/s12859-025-06205-1>;
    Genolini C, Falissard B (2010). "KmL: k-means for longitudinal data."
    Computational Statistics, 25(2), 317-328. <doi:10.1007/s00180-009-0178-4>.
License: GPL-3
Encoding: UTF-8
RoxygenNote: 7.3.2
Imports: Directional, graphics, Rfast, latrend
Depends: R (>= 3.5.0)
NeedsCompilation: no
Language: en-US
Packaged: 2026-05-20 19:59:55 UTC; sadegh-pc
Author: Mohammad Sadegh Loeloe [aut, cre],
  Seyyed Mohammad Tabatabaei [aut],
  Reyhane Sefidkar [aut],
  Amir Houshang Mehrparvar [aut],
  Sara Jambarsang [aut, ths]
Maintainer: Mohammad Sadegh Loeloe <mslbiostat@gmail.com>
Repository: CRAN
Date/Publication: 2026-05-28 18:40:02 UTC
